{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `scale_y_log`\n",
    "`scale_y_log` applies a logarithmic scale to your y-axis. Its parameters are:\n",
    "\n",
    "- `base` - base value logarithm. defaults to 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zs5PBwUHS6TT33HMPpaWlNDc3Mz4+TnV1NUVFRZSXl9PX10dZWRlms5mnnnqK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wzA9ddfL/q8Dx48+KF7tltbW2sSXlwuF2vXruXAgQPihYQkSZIkXUzOeWc7FApxzTXX\nsGTJEv7yL/8SgH/7t3/je9/73nm7OEn6uPX393PXXXdRqVQ4evQoTqeT0dFRrrvuOtra2rjjjjvI\nZDIYDAYxCTGbzTI4OChSTA4fPozD4RAZ2Wq1mlWrVqHX6zl16hSJRAKz2YzVahVtHzqdDofDQSQS\nIZ1Oi4L0zDQSt9tNe3s7Wq2WTCYjimyVSoXX60Wn0zE3Nycytq1WK3V1dXz/+99nfn6eBQsWMDY2\nxt/+7d/y9NNPUyqV2LhxIw8++CB+v5+xsTGeeeYZurq6WL9+Pfv27UOj0bxnN7p6WPLDWL16NQcO\nHGDbtm309vbyzDPPUCgUGBkZ+VM8fZIkSZJ0wTnnYvu2227jK1/5ColEQvR4/tVf/RX/+Z//ed4u\nTpI+biMjIwSDQUqlEkuXLhXtHGazGYPBgNvtxm63Mzs7SzabZcOGDQwODqLT6QgGg+zatYulS5eS\nSCRqHnd4eBhFUWhsbAROv0OUz+dJpVIkk0m0Wi3xeByHw4HZbCaRSHD48GEArFYr5XJZTLWsZnif\n2dIxPT2NwWBAp9NRKpWoVCrEYjHxdxiNRnbs2IHL5eLYsWPceOONGI1GfvSjH9HX14fZbMZoNIpp\nmFdccQXr16/n+uuvx+l0/skOSFZTWvx+P7fddhuHDh36yI8pSZIkSReyc24jef311/nFL35RM4Gu\nrq5OJC9cDLLZrEiHuNCpVCrRSnChUxRF7NZe6GtbbXOYmJhAp9Ph9/uJx+MsXbqUvr4+Vq9eTaFQ\nYNmyZZRKJe6//36cTid1dXVMTU3xF3/xF6jVaqxWq3hMrVaLwWBgfn6eRCKB1WpFURTUajUtLS1E\no1F8Pp8oxPP5vNgNHxgYIJFI0NjYyJ/92Z/x3//939jtdtrb25mamuLNN9/E4/Hg8Xjo7+/H7/fT\n1tYmpk5++9vfFmkk/f39RKNRdu7cKdo4Nm3axLe//W2eeuop0um0GNU+Pj5OJBIBYGpqildeeYWR\nkRFaW1u58sorUavVH2p9X3vtNdasWcPy5cvp7e0VqS/XXnstOp3uoz+B58Gn6ee36tPy+0Gu7fkl\n1/f8kut7/nzU80EXmnP+6WhqamJgYIBFixaJjx07dkwM0LgYGAwGMZL7Qmc0GqyRgNMAACAASURB\nVMlkMp/0ZZwTrVZLfX09qVTqgl/bfD7Pc889RyqVwmq1MjExIQruG2+8kampKRYvXkyhUECtVovJ\njaVSiZmZGdxuN2azGQCz2YzP52NgYIBAIEC5XMbj8TA5OYnH46FUKpHP51EUhXw+T11dnYgOLJfL\nlMtl0bMdiURQqVQsXLiQUqlELBZjYmKCyy+/HKPRyNTUlBjbHg6H8Xq97N69G61WS0tLCwaDgT17\n9hCLxdizZw8nTpygo6OD9evXA+B0Omvyt/fu3Qucfu5MJhNDQ0O0traybNky8vn8h17f6nTOQ4cO\n0dnZybPPPsvVV19NqVS6YH+eP00/v1Wflt8Pcm3PL7m+55dc3/On+m7qxeKc20jWrVvH9ddfz549\neygWi7z44ot84xvf4IEHHjif1ydJH6tTp04RjUZ58sknCYfDGAwGjEYjDQ0NIv/aYrHQ0NAAnD5Q\nWf2lUCgUMBgMPPbYY8Dp9o9qIkg0GsVisRCLxfB6vRSLRUZHR9Hr9Wi1WhH1l8/n0el0mEwmxsbG\nyOfzjI+PiyjCajG9ZcsWtm7dikqlYn5+nlwuR6FQQFEU2tvb0Wg0XHfddezfv58dO3bwm9/8hgce\neIBEIsGRI0e45JJLaGxsJBaLAXDgwAH27dtHT08P+/fvJ5PJiISSyclJ7rzzTtasWfORpkfC/3/n\nAD56S4okSZIkfRqc8852Z2cndrud3t5efD4f+/fvZ8uWLaxZs+Z8Xp8kfaxaW1tZv349d911Fy6X\ni7GxMXK5HCaTCZ/PRzgcRqVSiQEz1aSRXC6HVqulWCwyNTUFwOTkJOFwWLR9lEolSqUSiUQCl8tF\npVIhGAwSCATEQcxUKkVjY6P4uF6vB06/9Wez2YjFYjgcDu655x78fj+xWAyDwUAqlcLr9RKNRmlu\nbmZychI4/WLg0KFD3HDDDcRiMbq7u9FqtfT19QGIHm1FUYhEIkxPT+Pz+ZicnMTlcuF2u9mwYQPw\n0adHwukJkgcPHhRRhR8ls1uSJEmSPg3+qCajG264gRtuuOF8XYskfeJWr17Nnj17mJiY4Oabb6ZQ\nKPDII4/Q0tLCbbfdVjPmvHq/Vqulq6tLFLL79u3jxIkTNff39vbWfP2+ffv4h3/4h5rb//iP/0hX\nVxf33XffBz5uqVRCrVZTKBTIZDI0NzeTSCSwWCw1f9++ffswm8388pe/ZPPmzWQyGfbu3cupU6dQ\nqVTioGR3dzder5ctW7aIfu0HHniAWCwmYv+qu99/ip1olUrFypUrufrqqz8Vb2VKkiRJ0kd1zsX2\nPffcwze/+U2uvvpq8bFXX32Vl156iaeeeuq8XJwkfVxKpRL9/f2MjY1hNps5dOiQ6MGrZmKfHX93\n5u1q+kihUODw4cPY7faa+8/++lAo9L63zzwzcPbjRqNRNm7cyIEDB9BoNBiNRubn57n55pu59957\na77u8OHDLF26lGuvvbamCP/pT3+K3W6no6ODWCwmMrU3b97M9u3byefz3H333aI/W6VScfDgQYLB\nIK2trXInWpIkSZL+SOdcbL/44ovs2LGj5mNXXHEFa9askcW29KnX39/PmjVr6OrqQq/XY7FYRNa1\nzWYTGdrVotXv99fcttlswOndX4vFQiAQqLn/7K8/+/7qbavV+oGPe2Z294YNG9BqtWzZsoVCofCe\nr7NYLIyNjYldcPj/xfsXv/hFAFwuF11dXSQSCXw+H6VSiVtuueU9w2uq/0mSJEmS9Mc752JbUZSa\nSXVwejfw7I9J0qdRdXBLIpFg0aJFbNiwga6uLpLJJG1tbaRSKfbu3St6jdPpNPv27ePw4cM0Njbi\n8/lYv349FouFvr4+Dh48yIEDBwiFQjgcDhoaGnjxxRcJhUI0NjbS0NDA/v37a3q2d+3aRSqVYt++\nfbz99ttcfvnlhMNh1q1bh81mw2w2i6IbThfP1SJ9165d7Nmzh7feektcQ3d3N0ajsaYIP7MNpKOj\nQ+zSu1wuXn/99ffs3q9cuVLs+lej/1asWIFKdc5nqyVJkiTp/7RzLravvfZaurq6ePzxx1GpVJTL\nZR5++GGuvfba83l9kvSxqKZkVKcubtu2jVAoxKJFi5iZmaGhoYHp6WncbjeKolBfX08sFuOyyy5j\ndHQUgObmZsrlMp2dnSiKInqjY7EYiqKg1+tpa2sjm81y7NgxEROoKAqxWIzp6WlaWlqIx+Nceuml\nOBwOyuUypVKJQCBANptl3759NWkeNpuNffv2EYlEMBgMrFq1ilAoxGOPPYbNZmPZsmUf2AZS7Z9e\nuXIlL730Us1u/pmFeXXXv/rxAwcOcNVVV8mCW5IkSZLOwTkX2zt37uT666/H7XYTCAQIhUK43W7+\n/d///XxenySdN2fu2C5cuFAUpdPT02SzWTQaDRqNBpvNRjQaxeFwYDKZmJubw2Qyif7qlpYWRkdH\nCQQCPPnkk7z++ut89atfxWg0ks/nKRaL6HQ6rFYr09PTaDQa2tvbGR0dpbGxkUgkQnNzM4FAgEwm\nQ6VSYWhoiOnpaZqbm9FoNORyObGzXalU2LZtGz6fj3w+z+TkJIqikEwmsVgs/OpXv+LLX/4yX/jC\nF2oK6j/E4XDw1FNPid38lStXisL87HHtb7zxBiaTSbaWSJIkSdI5OOetqZaWFg4dOsTLL7/M+vXr\nefnll3nzzTdpaWk5n9cnSedNdcf2zjvv5PrrrwfAYrGgUqmIx+MEAgFyuRwTExN4vV60Wi2hUAir\n1YrNZsPn85HJZFCr1SxZsgSDwcCtt95KT08PMzMzZDIZ8vk8Wq1WTF5VFIVoNEoqlaKpqYlwOIzH\n48Hr9Yp3jBRF4ZJLLqFYLFIqlVCpVJjNZjKZDEePHmVmZgar1Uo6nWbLli04nU6KxSLlcpnHHnuM\n//qv/yKRSPxRmdgul4vOzk4x4dJut4ud67OzsS0WCydPnvzTPyGSJEmSdBH6o94HVqlUXHXVVXz9\n61/nc5/7nHwbWfpUO3vH9p133kGj0TAwMMA///M/Uy6XUavVGAwGSqWSGC4Tj8dJJBKYzWb8fj+R\nSIRkMkmpVCIcDpPP52loaKBUKhGPx3E4HBgMBqanpxkfH8fhcKDX60UhDnD06FGy2Sxms5mWlhZ+\n9rOfUS6XSaVS4lxEpVIRI80zmQyzs7P09/dTLBZRq9UoisLXv/51HnnkEXp7ewkGg+e8Fh0dHVxx\nxRUsWLCAK664go6ODnHfihUr2LdvH+vXr6erq4u+vj6cTuef6mmQJEmSpIvaH6yWly5dKv7s8/nw\n+/3v+58kfRqdvWNbbdVYuHAhmzdvFoNhstksxWKR5uZmDAYDLpeLUChEOp0mnU7T0tIiPsdms6HX\n64lEItTX1xMIBJicnGRmZgaDwcDy5cvFZMhSqYTdbqehoQGHw0E0GiWZTAJw8803A6DT6fB6vRw7\ndkwU4idPnqSxsZF0Os3evXuJxWKsX7+ecDjMQw89xMaNG4nFYjidznM+wFwdO/9+VCoVdrsdi8VC\nIpHgu9/9Li6X66MuvyRJkiT9n/AHe7Z3794t/vyzn/3svF+MJH0Uf2xqRnWa4TvvvEMul2PXrl08\n++yzKIrC5OQkCxYsoFAo1PRcz8/Pk8/n0Wg0FItF6uvrsVqtZLNZIpEIfr+ffD6P1+vlxIkTBINB\n/H4/FouFVCrFO++8g9vtxmazMT8/TyQSQa/XY7VaWbRoEXNzc9xwww1otVpefvllZmZmRE/57Ows\nbreb5cuXEw6HWbhwISaTiUAgQE9PD16vl927dzM+Po7dbmf9+vU8+uijNDQ0cOmll3L06FGxNmff\nLpVK/M3f/I04BPnzn/+cVatWibU6M7mktbW1ZudbkiRJkqQP9geL7c9//vPA6SKmr6+PXbt2ifHR\nknShOTs1Y//+/YTDYVpbW1m9ejUaTe2Pe/XwYCKREINfdu3axS233ILT6SQYDLJgwQL8fj/BYBCf\nz4fFYqFUKuFwOLDZbOTzecbGxojH47jdbiYmJkgkEnR0dGAymWhvbyeVSnHq1Ck8Hg8GgwGDwcDE\nxAQGgwG1Wg1AOBymoaGBSqVCT08PHo+HSqWCVqsVCSF1dXUAfOc73xHf4549exgYGMDv99Pf3y9i\n/zo7OwkGg4TDYW655RYOHDjA2rVrP3CC5bZt22paak6ePFlTbJ/rQUtJkiRJkmqdUxqJWq3mP/7j\nP2SPtnRBO7sH+9ChQ2zfvl3E1V1zzTU1n5/P53njjTeYn5+nt7eXsbExFixYgEajIRaL0d7eTi6X\no1gs4vf7CYVCBAIBXC4XmUyGmZkZpqamRBGuUqlIJpPi4GQ6nSYYDLJw4ULMZjMjIyO4XC40Gg0G\ng0HEA+bzeRobG1GpVExOTuLxeFCr1YyPjwPg8XjE3z01NcWePXsYHR3F5XIxOzuLSqVi8+bNdHZ2\nkkwm6e7uZtOmTTWDcM5em+Hh4Zrbdru9JvbPbrd/jM+cJEmSJF28zrl6vv/+++nu7hb/QEvSheb9\nUjPg/xeXZ3vjjTdYu3Yt4+Pj3Hbbbfzwhz9k48aNFItFOjo6yOVyBINBsbus0WhQFIWBgQEymQyp\nVIqFCxdSKpWYnZ1Fq9XS1tbG+Pg409PTqNVqNBqN6MNesGABFouFeDwOwNjYGC6XC7PZjE6nIxKJ\n8PTTT6PT6bjlllvo7u4mHo8TiUREkX7s2DGGhobQaDR0dnayfft2Ojo6ePjhh9Hr9axYsQKNRsN9\n993Hli1bxHWdvTbViZZnrlVXVxfr1q1j06ZNYu0kSZIkSfpozjln+yc/+Qnj4+M88cQTOJ1OFEUR\nh6pCodD5vEZJOifVHuxgMEhjYyMbNmwATheTPp/vPZ9f3d3dtWsXvb29HD9+nCuuuIJsNouiKOTz\nedHmYTQaKZVKVCoVUYhWKhVSqRTj4+P4fD4mJiawWq0EAgHRs13t99bpdBiNRsbHx0mn09TV1dHc\n3MzY2Bgejwc4fRBz27ZtWK1W9u/fTyQSwePxMD4+jkqlYmJiAqfTKVpMtm/fjtfrRa/Xk81msdvt\nIrO72mOeTqfZtGkTDQ0NHDx4kFOnTpFIJHjmmWfE92yxWPj1r3/NtddeKyZaynYRSZIkSfrTOOdi\nWx6QlC50Z/YVHzp0iO7ubsbGxnC73Vit1vd8vs/nQ6vVEolE2Lx5M48++iiFQkHE/wUCATo6Opie\nniaZTIpDkWazmVAoRFNTEzMzM7hcLpHYUS3Oz6TT6cjlcgwPD9PU1CTi+6rtGtFolJaWFtrb24lG\no5hMJkZHR/F6vSiKQmNjI5OTk/h8PgqFAqVSSbzDpFarKZVKKIoiduB1Oh2VSoVYLIZareahhx7i\n2WefZc2aNVx22WW89dZb2O12vF4vLpeLYDDIlVdeyYoVK/jCF75wfp8kSZIkSfo/5pyL7auuuoqt\nW7fy4osvEo1G8Xg8fPOb3+SHP/zh+bw+SfpQLr30Ul577TXUajVGo5Fly5a953NcLpfo1W5tbWXn\nzp20tbXxjW98A7/fTy6X491338Xv95NOp8WBRafTSaFQEH3UAKOjo2K8+cDAgOjT9vl8onBfvXo1\nIyMjZLNZKpUKExMTIlKvXC6Lney5uTncbrcYMBONRgkEAszOzlJXV0cmk+HYsWNYrVYKhQI//vGP\nuf322xkbG2Px4sUUCgUymQyFQoHe3t6a0evvd9BR7mJLkiRJ0vlzzsX2HXfcwbvvvsvTTz9NIBAg\nGAzy2GOPEYlE6OvrO5/XKEl/tOPHj4uEEa1Wy8GDB99TVC5evJhsNks8HicajXLjjTdiMBjIZDIk\nEgnR1zw0NITP5xM7xvl8HpvNRktLi4j2W758OdPT0yK1BCCVShEOh/H5fBiNRmKxGHD6wGMqlcJu\ntzM5OSnGwJtMJtLpNCdPnsRkMtHR0cG3vvUt8T309vZSLBYJh8Ps3LmTQqHAZz/7We6//34RyTcx\nMUE6neb555+ns7OTm266ic985jNi9LokSZIkSR+vcy62X375ZQYHB6mvrwdO5+6uXr2ahQsXymJb\nuuCcnb4RDAbfU2y/X/Tf2rVruf7661EURRTLgUAAo9FIQ0MDAG+++SYLFy5Eq9WiVqvJ5/NMT0+j\n0WgIBAKMj49TV1eH0+mkUqmIHfDGxkby+TxmsxmVSkU4HMbhcIgiPpfLYbVacblcJBIJ1Gq1yM1u\naWnBarVSLpfp6+ujq6uLZDLJqlWriEQibNq0CZfLxa233kpdXR3d3d3MzMywdOlSVq9eLZOEJEmS\nJOkTcs7/Ajc3N5NOp2s+lslkcLvdf/KLkqSP6uz0jWobxfuJxWL09vayYcMG1qxZg81mE33Zra2t\nWCwWIpEINpuNcrmMoiiidzsQCKDRaAiFQiiKQqlUolwuk8vlmJ2dZXp6Gp/PJ6ZDKorCyMgIlUoF\nj8dDPB4XPdiZTAaVSoXNZmPr1q1s2bJFTICs5nlPTU2xfft2jEYjq1atIhaL8eSTT9LV1cX3v/99\nALZv305nZydjY2OsXbuW/v7+877ekiRJkiS9v3Pe2f72t7/Nl770Je6++25aWloIh8M8++yz3Hzz\nzfz6178Wn3fdddedlwuVpD/Gmckk1WmSH8TlcrFhwwY6OztxOBzMz8+jKAoajQaj0cj8/DzJZJJ0\nOk2pVMLv9zM6OorT6USn06HX6/H5fASDQTweD4qiiP9HLBYLY2NjtLS00NTURDgcJp1Oi7i/xYsX\nk0gkGB4eJhAIkEqlMJvNHDhwgHA4zOjoKL29vcRiMfbu3YtKpaoZTlMd197d3c0jjzzC1q1bxX3V\nnu7329WXJEmSJOnjcc7Fdm9vLwCPPfZYzceff/55nn/+eQAURWFoaOhPeHmS9OGcfRCwVCpx5MiR\n9x3l7nK56OnpIRgMEo/HRQHt8Xg4deoUDoeD9vZ2CoUCJpMJm81W0x5SKpVQqVT4/f6a/u4zk0Fy\nuRyTk5MiLlOv1xOLxTCZTOKaK5UKDocDg8HA8uXLyefz/M///A933323OKRZPfgIp9tj1Go1e/bs\nEZF927Zto1wuk8lk3nM4UpIkSZKkj985F9vvNxREkj4tzh7lfuaByZmZGcrlMg6HA7VajcFgYGpq\nShTTNpuNsbExjEaj2L3W6XSiX9tqtZLNZkWaSLV9JZ1Oi4E0NpuNXC7H2NgYXq+X6elpmpqayOfz\nhMNh/H4/MzMzVCoVIpEIpVKJkZERnE4nmzZtEtd94MCBmkmP4XAYAK/XK/rLn3rqKb7yla/Iw5GS\nJEmSdAE452L7/4JsNismBV7oVCoVRqPxk76Mc6IoCul0+hNd21AoVLMjHA6Hufrqq4HTUX0/+clP\nuPXWW/H5fGSzWUwmEz6fj1AoxBVXXIHZbBa7x01NTYRCIVQqFYqiUC6XyefzYgBNU1MTkUhE3F+p\nVCiVSrS1tREMBtFoNNTX1xMOh/F4PPh8PkZHR8lms9TV1dHY2CheGAQCAfbt20c4HGbBggVcc801\nvPLKK7z77rs4nU4mJiZoamoikUjQ1NQkCu1kMslnP/tZ/vzP//x9s78/afLn9/z6tKyvXNvzS67v\n+SXX9/xRFOWTvoQ/qU/HT8fHxGAwkEgkPhUj6Y1GI5lM5pO+jHOi1Wqpr68nlUqd17UtlUr09/e/\nb6tIdYBNdUe42pt99OhRAoGA6Ht+7bXXiEajYvJjU1MTR44cYdGiRSLyslwu09DQgNvtZmBgALVa\nzdTUFF6vF4/H857BM1UDAwP4/X7x2E6nU/Rz6/V6vF4vMzMz5PN58bXBYJDDhw+zfft2sSOvKApe\nr5djx45hNpsplUpYrVZmZma4//77mZ6eFkNq8vn8eVvvj0L+/J5fn5b1lWt7fsn1Pb/k+p4/1XeI\nLxay2JYuGn+oVUSj0dDV1UUikcBms4lEkLVr1/Kv//qv7Nmzh3A4zPz8PNlsllgsJiY4VtNH8vk8\nWq0Wg8FAsVjk6NGjtLW1iV+05XIZs9nMyMgIS5cuxWq1oigKo6OjGAwG3G43sViMSCSC2+1mbm5O\ntKQ88cQTBINBkad95guD6nj4QqHAqVOn+MEPfsDDDz9Md3c3Dz/8MKlUSgzAqVQqfO1rX/sknwZJ\nkiRJks4gi23povGHsrWPHz9Od3e3+Nx169ZRLpcpFAokk0kGBwfR6XRilDqcjtszGAx4PB5OnjzJ\n6tWr0el0nDp1ikAgwMKFC5mZmcFsNnPNNdcwOjrKyZMnaW5uFn3e1X5so9HIoUOHcDgceL1eAHK5\nHBs2bODuu+9m69atRCIRAoGAiPJLJpNcfvnlPPjggwBiR75QKIiBO4qi1CSQHDhw4ONabkmSJEmS\nzoEstqWLRiAQqNkRro5SB3A4HDX32Ww20VryxBNPcM899zA/P080GmV6ehqHw8HExATNzc0iK3tw\ncFAMpAHQ6/XU19eTTCZ59dVX8fl8tLe3k0qlSKVS4u+uVCpUKhUWL17M/Pw88XichoYGFEVh06ZN\nzM7OMjExIYrvbdu2EQqF6OjoQKfTsXnzZqampli0aJFIOXnmmWfo7e0lkUiwb98+kQm+evXqj33d\nJUmSJEn6YLLYli4aWq22plXkzAMrLpeLLVu2UKlUcDqd1NXVEYvF6Orqwmw2oygK9fX12O12AHEY\nsrGxkWQyiUqlIh6PYzKZWLZsGTMzM/T39xMIBNDr9SLSrxrHd+LECVF8Dw0N0d7eTiKRIBaL4XQ6\nMZvNeDweIpEIDQ0NGAwGHnjgASKRCIcOHRI92l1dXSxYsIAlS5aIHuz9+/cTDAYxmUw0NDQwODiI\n2+3GYDB8UksvSZIkSdIHkMW2dFEolUocO3asplXk2WefZfny5ZRKJeD0FNR33nmHfD7P6Ogou3fv\n5uGHH0ZRFNRqNcFgkIULFzI1NSV2rwcGBmhpaSGdTov+7Wg0KvKrC4UC0WgUr9crJkk6HA4+//nP\nMzQ0RCgUwu/3E4/HsdvtqNVqtFotk5OTqFQqYrEYHo+HBx98kEgk8p4e7UQiwdtvv83OnTs5ePAg\n6XRajJbXarXs2bOHjRs31rSRXHPNNR//EyBJkiRJ0vs653HtknQh6+/vJ5FIvO+I9v7+fq6//nr0\nej07d+6ku7tbFLrRaBS3211TcBuNRjEm3ev1Mjk5CYBarRaj2A0GAxMTEyiKwqWXXkqlUiEYDOL1\nerFarczOzor2EZvNRl1dHYODgzQ1NWEymairqyOTybB06VJmZ2fp6elh27Zt9Pb20tfXJ74Hm80m\nJkG+++67DA8PvyfC8MzbIyMjH+OqS5IkSZL0v5E729JFYWRkhN7eXtFGsnz5cjQaDYVCgZMnT1Io\nFJiZmaG3t5exsTECgQB9fX0i97qa6anVamlqaiKdThMMBlmwYAH19fUMDg6K2L7GxkZGR0fFtMfB\nwUFsNhuBQEAMwqkW3BqNhsnJSSwWC5/5zGcIh8Ni+E1DQwOhUAiXy8VTTz3F7bffzubNm7n99tsB\n8Hg8TE5O8uSTT4rDkVqttqb33O/319yW0yIlSZIk6cIii23potDa2iqysqu9zt/73vc4cOCA2PE2\nGAzcdtttojDdu3cvXV1d/PKXvxSP09TUxMjIiCiaq7vdfr8fjUZDNBqlpaUFj8fD9PQ0Go2GbDaL\nw+EQ+dgDAwO0t7dTLpdFL7eiKKLn2+v1MjQ0hNfrxWKxMDExwZ133snOnTvp7OxkamqKyy67jPr6\nekZGRvjWt76FzWbDZrNRLBbZvXs34+Pj+Hw+6urq2L17N5OTk/j9fj7zmc98gs+CJEmSJElnk8W2\ndFFYsWIFBw8e5NixY2QyGXbt2kWhUGB4eFjseM/OzorkDp/PRyaTYfv27cRiMTFlcXR0lCVLloi2\nkEAgwHXXXceJEyfQarVUKhUAbDYblUoFnU6H3W4nHo/T2NiIWq3G6XQyPz8PnO4l12g0aDQaHA4H\no6OjHD58mB07dohrX7duHU6nk/7+fg4dOiR6r5ctW0YmkxFDelatWsXrr79OMBhEp9MxODhIb28v\nsViM5557jr//+7+vyRaXJEmSJOmTJ4tt6aKgUqlYuXIliqLUDLZxOp01O96PPfYYLpeLI0eOYLFY\n+MUvfsE//dM/EY/H8fv9LFmyhBMnTjA5Ocl1113HwMAAv/zlLwkEAjgcDjKZDIlEAkVR0Gq1Ne0l\nhUKBRYsWMTc3x+HDh0V/djWlZHp6mkgkgtVqfU8M4czMDC+88ALvvPMOFouF9evX8+yzz3LNNdfU\nHHg0GAz4fD4SiQR2u53vfOc76PV6Zmdn35MtLkmSJEnSJ08W29JFpbrDHQwGsdlsYkBMIpFg5cqV\nPPjggxSLRW699VZ0Oh1f+cpXiMfjxONxwuEwzc3N4rGGh4eJxWJinDvA/Py8iBXM5XKi17taOKfT\nacxmM62trUQiEZFiYrVa2b9/P4sXL2bXrl1s2bIFjUZDfX09MzMzPPPMM2zdupXt27eLvz8YDKIo\nSs34eaPRCCASVux2O8lkkqeeekr2bEuSJEnSBUgW29JFpbrDvXLlSo4cOfKe1ozOzk4SiQR6vZ6W\nlhaOHDkiMrATiYTooc5kMlQqFdxuN/F4HJfLJWL8lixZwvHjx4nH4/h8PqLRKA6HA7PZTF9fH+Pj\n4/T09ABgNBqpVCocPXqUr33ta5RKJW666SZyuRw///nPWbduHblcjueeew6NRlOz4+10Ot8zfj4Y\nDHLnnXeK7/eFF15gyZIlNDU14fP5WL58+Se19JIkSZIkvQ9ZbEsXrTN3uZ1Op4jw02g0eL1e9Ho9\nDocDo9EodoQLhQJ6vV4MnHG73eLxqvnXwWCQmZkZGhsbURSFQCBAJBLBZDLxne98h2AwSDwex2Kx\nUFdXRzQaxefzYbFY2LRpE7fffjvHjx9n3bp1XHXVVSLTu1wui+ttbW1lbGysJtbv1KlTXHLJJTUF\nudvt5sorr+TLX/4yk5OT4vMlSZIkSbowyGJbumj9v/buPzquus7/+PPOnVkvaQAAIABJREFUzJ3M\nJJNpfjeZJDNp07RpKaVpFRREZXGXhWWPVVGU8mvr8Sd7RJFVvp4iKq6rqLDuERQUkCi7Lsfdgrri\nwjl6UMqKFSkNpWnTNpnJ798/JpNkft7vHz2520hdEXo7nfT1OIfDmUkm/dw3U/rqZz73/T5+lzuX\ny/HrX/+akpISxsfHyWaz7N+/H5fLxYoVK5icnKS2tpbx8XGSySSTk5OEQiEGBwepqKjA7/dTWVnJ\n+Pg4lZWVLCwsUFJSgs/nw+v1kk6nyWazuN1uXC4XLpcLy7IwTZNsNksul6O3t5ebbrqJzs5ONm3a\ntCRo/+F6Fx0frOPxOB6Ph127dtHV1UVVVRUej8c+UiIiIiKnH4VtOSMshtp77rmHW2+9lXg8js/n\nIxKJkEqlyGQyDA0NUV1dDcDCwgKWZdHY2Gify+7p6eHss89mZmbG3gGfn59ndnaWpqYmstksiUQC\ny7IoKytjamqKvr4+wuGwfUTljjvuoKOjg0cffXRJ0D6RTZs2cf/997Nv3z5KS0u59957qayspKmp\niU996lN2CH/ssce49NJLnS2giIiIvCoK23LGqKmp4aabbuLgwYNEIhF7CE1zczOZTIa6ujo8nmO/\nJXw+H4ZhEIvFqK6upri4mOLiYmZmZpienqaxsZGJiQnKy8uZmZnB6/Vimiazs7OUlZWRTqcxDAOX\ny0UqlbKPnLz//e+3b3b8U1wuF5WVlXzjG99YMrSmp6dHUyNFREQKhMK2nDHWrVvHwsICfr+feDzO\noUOHOOecc/jFL37Bm970Jvr7+wkEApSUlLBy5Up7d9vr9TI5OUl1dTWDg4PU1dUxMjLCypUr7aE2\nuVwO0zRxuVwUFRVRWlpKKpWiqqrK7uN91llnsW3btj9rzcefOz8+pGtqpIiISGFQ2JZlL5vN0tHR\nwcTEBF6vl6qqKrLZLGVlZQSDQS688EJ7gM2KFStwuVzkcjl70E1/fz8NDQ1295GRkRHq6+tJp9Mc\nOXKExsZGSkpKKC0txe/3c/jwYZLJJMFgkGQySTabpbGxkbVr1/7Zaz/ROe4/DODqqy0iInL6+r8P\njYoUsFQqxe7du/nlL39pt9C7+uqrufLKK7nuuutIJpNMT08DcOutt/K+972PZ555hksuuYQXXniB\nq666img0yi233MKVV17Jxz/+cdLpNDfccAPve9/7OHToEAsLC3R1dXHFFVcwMDDAb37zG2644QZ+\n+9vf8pvf/Ibrr7+eW265hWuuuYY9e/aclOtaDODbtm1j8+bN9l8KRERE5PSjsC3L1p49e9i+fTsd\nHR2k0+mXtdKLx+PEYjGi0aj9/OLNj/F4fMm/F18Ti8WWvH7xn3Q6TW9vL/F43P45iz9r8fu7u7vJ\n5XKnugwiIiKSRzpGIstOKpViz549HD16lHQ6bY9Hr6ure9mY9EgkAvzvGehgMIhpmvZr/nC0+vHf\nHwwGAewWf+Fw2A7Xi187/rUNDQ288MILOvYhIiJyBjEsy7LyvYjTSaEMBvH7/czPz+d7Ga/I4jTE\nU1HbbDbL7t27ufbaa7n33nv50Ic+RE1NDV/72tfo6+ujsbGRvr4+qqqqCAQCdm/tRCJBLBajpaWF\nTCbDyMgIVVVVTExMUFFRYU+PrKio4MUXX6SqqsruQNLf309NTQ0lJSUkk0n75snh4WGKi4vts96x\nWIySkhK2bdtmnyM/fhT7n2oF+MecyvqeLHr/OqtQ6qvaOkv1dZbq65zF2i4X2tmWZSObzfKb3/zG\n3tH+5je/yb333muHX8uy6OnpIRKJ0NzczJEjR3j66aeJRCK0tLTQ19dHZWUlY2NjlJaWMjAwQEND\nA4ZhsHHjRqampti7dy+tra0kEgn7psra2lr7mEgoFCISidgTJo8ePUpdXR133nknl19+OWeddRYA\nHR0dLxvFvmnTJjuAL7YjPL4LyasN4yIiIpI/CtuybOzbt489e/awfv16TNPk97//PR/60Id48MEH\n7fPTi8c6BgcH8Xg81NbWkkgkOHz4MJZlMTw8jM/nY3p6mnPPPZfe3l5isRiRSIRwOIzL5WJubs5+\nrry8nKGhIcbGxqitrcU0Td7xjneQTqf5/Oc/j9frZXh4mA984AMEg0G7dd8f9sqORqMA9mu/8IUv\ncPvtty8J4zp+IiIiUngUtmXZOHjwIIFAgG9/+9vce++9DA4Osnr1au666y7e/e53k81mKSkpoaWl\nhe7ubjswt7S0EI1GsSwLv99PIpFgYWGBvr4+Ghoa8Hq9zM7O8tvf/pZVq1YxPj5OJBJhcHAQwzDs\nEfCmabKwsLDk48TPfvazdmD+13/9V/v5pqaml/XK7uzsfNmNmvC/YVxhW0REpPAobMuyUVVVxb/8\ny7+wY8cODhw4wJYtW7jrrrv48Ic/zNjYGJFIhNHRUfr7++2Q6/P5mJ2dxTRNamtr6evro7y8nObm\nZtLpNAcOHCAYDDI8PEw4HGZsbMwefFNbW0t/fz8rV64kFArhdrvp6emxQ/QDDzzAvffey0svvUQw\nGKSnpwe/309bW9sJh9WMjY297EZNDa4REREpbArbsmwEg0F27NhBPB4nGAzi8/n48Ic/zNTUFE1N\nTfT29lJdXY1lWSQSCVpaWuxJkuFwmFQqRXNzMxMTExw+fJhIJEJ9fT2GYVBXV8fAwAB1dXVMTk7i\ncrlwu92EQiH77Pbs7CyWZXH77bdjmiYrVqzg1ltvpb+/H4Cbb76Z4uJi2traTjispqSkhJ07dxKP\nxykuLqa9vZ2JiYlXPN49k8mwd+/ek3LTpYiIiJwcCtuybHg8HvtISDgcZmRkBNM07YmPxwfj5uZm\nnn/+eZqamli/fj2HDh2iqqqKZDKJy+XC5XJhGAbz8/Nks1lyuZw9ur2yspJYLEZjYyOmaWKaJh6P\nB7fbTTabJRwOMzc3R39/PyMjI8D/tgpc3KE+UTeSmZkZGhsbGRwcpKKigrm5uT9rvPvevXtfdtOl\njp6IiIjkl8K2LBsvvfQShmHY7f1WrVrFwsKCHYRdLhd+vx+AsbExwuEwPT09rFmzhnA4zNGjRykr\nKyOXy1FUVIRlWfT19REKhchkMtTV1TE8PExTUxMNDQ12qG9pacHlcnH48GG+9a1vsWPHDurr63ng\ngQf4whe+AEAoFCIYDLJx40bgxN1ITNNkx44d9nMPPPDAn3X9J7rpUmFbREQkv/QZsywbjY2NLCws\ncPToUSYnJ8lkMgwMDHDWWWdRX19PNpvF4/FgWRbz8/MYhgEcC6azs7NEIhF7aM1iH9J169bR29tL\nSUkJY2NjVFRUAMcG5yzuaqdSKcbGxkgmk3zhC1/gvvvuY3Jykh07djA+Pk46ncYwDN7znvfQ0dEB\nnDgY19TUsHPnTm6++WZuvfVWampq/qzrX7zpEtA5bxERkdOEdralIC1OiVw8hnHeeedhmiarV6/G\n5XKRSqWYmpoiHA4Ti8Xss9rxeJyKigq2bt1KZ2cnAMXFxRiGQU9PD4ZhsGLFCtauXUsul2NkZATD\nMPB4PNTX1xOLxUilUni9XiKRCGVlZUxOTjI+Pk4oFGLnzp309/fzzW9+k9tuu42XXnoJgOHhYdLp\nNIcOHaKtre2E3Ug2bNhgB+/Fx3+Otra2l910KSIiIvmlsC0Fac+ePWzfvt0Oqw8//DAul8ueEllV\nVUUmkyGRSADHjo2UlJRgGAamaXLw4EH6+vpoamoikUgwODhIU1MTlmVx8OBBqqurKS8vt3e/R0dH\nKS8vJ51O4/V6yWazpNNpenp6KCkpIZvN4na7+djHPoZlWaxcuZKhoSFWrlzJ/Pw8//zP/4xpmlRW\nVgKcsBvJiW6a/HO43e7X9HoRERE5+XSMRArSHx7D6OnpobS0lHA4TG9vL/F4HJ/PZ5/NdrvdzM3N\nUVJSgmVZLCwsYBgGhmFQUVFBdXU1fX19pFIpVq9eTVFREQcOHCCVSpFMJikvL2dgYIBwOIxlWUxP\nTwPH+mF7PB6ampqIRqOEQiGeeOIJcrkcn/nMZwCwLIv3ve993HrrrXi9Xh599FH27dvHOeecw7Zt\n29i8ebO6hoiIiCxT+hNeCtKJzifPz89jWZb9PbOzs2QyGQCam5uxLIvZ2VlSqRSrVq2yj4WMjY1R\nXFxMJpOhpKSETCZjD7zJZrN2S78VK1YA2L24PR4PjY2NeDwejhw5Qjqd5uabb+aXv/wlXq+Xe+65\nB9M07e+BY+35brjhBrZt28YLL7xwiqsmIiIip5qOkUhBOu+883j44YeXnNnes2cPLpfLDsf9/f3U\n1tZSWlrKxMQEPp+Puro6hoaGcLlcTE5OEg6HGRoaoqamhte97nXE43EGBgYIhULEYjEqKysJh8N4\nvV5M08QwDKqqqoBj57BXrFiBz+ejqKiIxsZGbrrpJlpbW5menmZwcJD777+fHTt2kM1maWhoYGho\nCFC3EBERkTOFdralIHk8Hi644AK2b9/OBRdcgMfjoaKigoqKCjZs2EAsFqOmpobKykr279+PaZq4\nXC6Ki4uprKxkYGCAyspKhoeHqa+vxzRNnn/+eSzLoqKigmg0Sl1dHWVlZSwsLJBIJDh69CipVIqq\nqipcLhcLCwv2eizLYmJignA4zObNm/F6vaxevZrbbruN4uJi1q1bR2lpKd/85jcBdQsRERE5U2hn\nW5aNeDxOIBDANE37bPXExAQej4fJyUnm5+eJxWKEw2H8fj+pVIr169czNjZmD7tZuXIlg4OD1NbW\nMjg4yOrVq/H5fBw5coRIJEIwGGR6eppUKkV9fb39Or/fj8/ns4+2LHYpyWQyuFwuysrK+NKXvsTt\nt99OPB5XtxAREZEzxLLe2R4dHeWnP/0pjzzyCHv27Mn3csRhNTU1DA8Pc+TIEXsXe3R0lFAoxNGj\nR3G5XKxevdruLDI0NMTo6CjBYJC6ujr6+/uZmpoinU4zNDREKBQiFAoBx3bS0+k08/PzDA8PU1RU\nhMfjwe/3k8vlmJ6epqioCLfbDUAymSSZTNrB3e/309HRQWVlpW6KFBEROYMs6z/tq6urufzyy3n3\nu99Nb29vvpcjDlvsh22aJgsLC2SzWdasWUMymcTtdpPL5RgYGKC6uppVq1axatUqMpkMnZ2dFBUV\nYZqmvRPt8XhIJpP09vZSXV1NXV0dg4ODpNNpSktLyWazeL1egCV9vBffZ16v1x757nK5SCaTPPzw\nw/YESRERETkzFNQxkscee4xDhw5RUlLCRz/6Ufv5rq4ufv7zn2NZFlu2bOFNb3qT/bWDBw/yu9/9\nTh/ZnwGSySTZbJZMJkNRURGjo6NUV1fboXeRaZp0d3czMDBAU1MTPp+P3t5eqqqqyGazjI2NUV1d\njWmaWJZFMpnE5XJhWRaWZVFTU4Pb7WZ8fJyqqir27t1LKpXigQce4Itf/CIAc3NzduCfn5+nuLiY\nK6+8kl27dummSBERkTNIQe1sb968mauvvnrJc7lcjp/97Gdcc8013HDDDXR0dDA6Omp/fd26dWzf\nvp19+/ad6uWKg7LZLHv37uXRRx9l79695HI5ioqKMAwDy7Lw+XxUVVXR1dWFaZq88Y1vxO/3U19f\nz+zsLP39/dTX1+P3+zEMg1AoZB/9yGazmKbJ4OAguVyOTCZDMpnE4/HYP//uu++mp6cHr9dLIBAg\nHo/z/ve/3x6x7na77d3toqIicrkc6XSal156yV6viIiILH8FtbMdiUSYmppa8lx/fz+VlZWUlZUB\nsHHjRnsCYE9PDwcOHCCTybB27dp8LFkc0tHRwbZt2+wJkrt27aK0tNSeAnn48GFqamrYsGEDvb29\npFIpuw93UVERmUwGy7JwuVx4vV76+vqora0lFApRXFzM7Ows6XTaDvHT09M0NTWRy+U4fPgwV155\nJW63m+985ztcddVVJBKJJSPWs9ksqVQKwzBIJpN8/etfxzRN5ufn2bZtm3a4RUREzhAFFbZPJB6P\nEwwG7cfBYJD+/n7g2OCTP9ZebWZmhtnZ2SXPBQIBe/jI6c7tdtudL053izU9mbWNRqNLJkjGYjHe\n+MY30tnZyejoKA0NDYyMjOD1ejn//PPp7e3F7/dz5MgRQqEQkUiEgYEBkskkwWCQxsZGDh8+jNfr\npaKiwh7zDjA+Pk5NTQ2jo6OUlZXR2trKRz/6UaLRKKZpcv3113PZZZctWd/MzAxerxefz4fP57MD\n+X333Wev99xzzz0ptXCivk4709+/TiuU+qq2zlJ9naX6OqeQavpKLK+r+TM899xzPPXUU0uee8tb\n3sJFF12UpxUtf+Xl5Sfl56RSKftM9eLOdktLC6lUCjh2XhrgrLPOYnJykhdeeIFEImEPo8nlcszP\nz1NfX8/AwAB+v39JZ5B4PI5lWfY5b9M07bPXU1NT/PrXv+af/umf6O7upq6ujlAoRHV19ZI1ZrNZ\nPvCBD9jr+973vsf111+/ZL1/+JrX6mTVV05M9XWOauss1ddZqq/8KQUftktLS5menrYfz8zMLNnp\n/mO2bt3KunXrljwXCATs3sinu6KiIpLJZL6X8Yp4PB7Ky8tPWm1/97vfcfPNN7Nz505mZ2c599xz\n2bhxI0NDQ7S2tgIwMjICHGv/WFlZCYDf77cnQzY0NOD3+2lubqazs5Pm5mbq6+sZGRmhurqadDqN\n2+3GMAy7PeCaNWvo7OzkyiuvpLS0lPLycmpra1m3bt2S+wTg2Htp586d9icvgUCARx99lGg0SlNT\nExs3bnzZa16tk13fU+FMfv+eCoVSX9XWWaqvs1Rf5yzWdrkouLBtWdaSx/X19UxMTDA1NUUgEODF\nF1/kiiuu+JM/JxgMnjCUj46O2scTTmeLfZ8LSSaTOSlr7u7uJhqNcttttwFw9913k8vlmJubY3Bw\nEL/fTzabtb9/MWQPDg7S29tLOBxmamrK7pHt8/lIp9N2T+6ysjJSqZR9rnsxdC8G7/r6eqampqiu\nriYej/PDH/6QlpYWzjnnHHuHvLS0lJaWFmKxGJFIxP413v72twPHdtdP9k2SJ6u+p8KZ/P49FQqt\nvqqts1RfZ6m+8qcUVDeSH/3oR9x///2Mj49z55138vzzz+Nyubjsssv4/ve/zz333MPGjRtP+sfz\ncnppamqyz5wdP/a8uLiYdDpNZ2cnoVCIkpIS+38qk5OTDA4OUldXh2maJJNJcrkcw8PDhMNh4Njx\nFMuySKfTS46RZLNZLMtibm6OjRs34vV6OXr0KFdddRWdnZ184hOf4B3veAcvvPCCvcbOzk66uroY\nGxvj0KFDdHZ2Eo1GT2GVRERE5HRQUDvbf2zHuqWlhZaWllO8GsmXTZs2sWvXLvtIxmIP9fHxcVpb\nW+1x7YcPHyadTpNMJlmzZg0ul4upqSmi0ajdK7uyspKjR48SCoXw+/0AuFwuTNNk5cqV9Pf3s3Ll\nSgB7kI3X6yUej5NOp4nH48CxmzSj0ajdYaSmpoabb77ZPqPd3t7+io43iYiIyPJSUGFbBI6F4ba2\nNtra2shms+zbt4+enh7OP/98Ojs7SSaTHDlyxD7CkUqlOHLkCIFAAPjfSZOxWIyamhouuOACenp6\ngGNTR0dHR+nr66OmpoY1a9ZQWVlJb2+v/fMeeeQR1q5di2madoA+focd4HWvex3t7e1Eo1EikQjh\ncNjeQRcREZEzh8K2FLTj+20///zz9hGRgYEBIpEIk5OTrFy5EpfLxcGDB6msrCQcDpNIJKipqbFv\npFy1ahWWZfHiiy9SU1OD1+uluLiYubk5urq6qK2tpaGhgRdffJGLL76YeDzOd7/7XUzT5K677qKl\npWXJlNLi4mLe/OY356ssIiIicppQ2D7OwsICpmkWRH9Hl8tlH3s43RmGwdzcnCO1jcViS272WL16\nNQcPHrSfW79+PWVlZQwPDxOJRJidnSUajdLS0kIikWBhYQGArq4uXC4XuVzO/nc6nWZubo7q6moC\ngQCzs7MEAgH6+vq49957GRkZ4cc//jF//dd/fVKv6c/lZH2dovevswqlvqqts1RfZ6m+zlm8Z2q5\nKIx3xyni8/nss7inO7/fz/z8fL6X8YqYpklZWRmJROKk1zYcDtv9tgGOHj1KMpnENE38fj/79u2j\npqaGyspKstks4+PjVFVVkUgkKC4upqmpiVgsRmNjI3CsLZJlWWSzWdLpNCUlJdxyyy3s2LGDlpYW\nvv3tb7Njxw6uuuoqtmzZwsaNG/P+38HJ+jpF719nFUp9VVtnqb7OUn2dUwiDd/4cBdWNROQPnXXW\nWTz88MN8/etfB7D/hxcKhejs7KSmpgaXy8Xc3BxNTU3U1dUxODhoD6oZHh6mpaUFv9/P2NgYlZWV\nDAwMUFVVRUlJCT09PezYsYMHHniA0tJSvvrVr+L3+9myZQuZTIZ9+/ad9BZ+IiIisnwobEtB279/\nP9u3b7enRwIMDQ0BcMkllwDH+nIvTn8cHR1lzZo1uN1uZmZmSKfT9pGR2dlZLMuira0Ny7IYGhoi\nFApRVFTEbbfdRm9vLxdccAFnnXUW1157Lddccw3btm1b0vJPRERE5HgK21KQstksv//979m/fz/p\ndPqEnT7Gx8cxTZOLLroIgOeff56amhrq6+spLS3F6/UCxwYSuN1u4Ng5sUQiARw7w5/L5XC73Xz+\n85+ntLQUgJ6eHnsHfbHln4iIiMiJKGxLQero6OCd73wnVVVVmKbJQw89xJEjR7Asi1AoxMDAAEND\nQ3g8Hg4cOEAikSASiRCLxexz3V6vl3Q6jcvlsidOWpZlD7tpampiZmaG4eFh3v/+91NTUwNAJBJZ\nMlQnEonkrQ4iIiJyetMNklKQFneXY7EY7e3t/P73v6eiooLh4WG77V9FRQVTU1N4vV7Ky8tJJBJ4\nPB42bNjAgQMH7L7Zzc3NdHZ2Atjnr6urq1lYWKC8vJxcLsfatWvZsGEDcCxg79y5k3g8TjAYLJi7\n0EVEROTUU0o4jlr/OcOJ9kirVq3CNE0MwyCTydDW1sbc3BzFxcU0NjYSi8WwLIuSkhLq6+vJ5XIc\nPnyYQCBAZ2cnvb29RCIRgsEgTz75JA0NDbS2ttoDb2ZmZqiqqqK2tpZLL73UPmYCxzqe3Hbbbfbj\nb33rW5x77rkn5bpeDbWfcpbq6xzV1lmqr7NUX+eo9d8yptZ/znCiPZLb7eZrX/saHo8Hl8vFyMgI\n1dXVjI2N0dvby5o1a8hkMiwsLNDV1WVPcly0detWADweD42NjRQXF9PZ2UlDQwMrVqzA5/NRUVHB\n+vXrl9x8CUvbDS6Ohs/nfwu1n3KW6usc1dZZqq+zVF/nqPWfSJ5ls1leeuklbrzxRjZv3oxhGBiG\nQTKZtMPz4cOH8Xg8GIZBf38/DQ0NeL1eJicnyeVyJBIJysrK+N3vfkc2m7UDtcvlIpPJ8JGPfOSP\ndhrZtGkTu3bt4u677+bRRx9dMjlSRERE5HgK21JwOjo6iMfjmKbJe97zHgzDIJ1O4/F4yGQy9Pb2\n0tjYiGmaBINBstkspaWlJJNJO5gbhkFXVxfZbBa3241pmjQ3N+Pz+eyPr/5YpxGXy0VbWxvbtm1j\n8+bNuFz6bSQiIiInpmMkUnB6enq49957aW9vp6enh1QqRSQS4dChQzQ2NhIKhZifn8cwDDo7OwmH\nw6TTaSYnJ3njG99IX18fL730EpFIhPPOO4+5uTmmp6ftoyY//elPAXUaERERkddOYVsKTlNTEyMj\nI9TW1gLYIfnCCy+ks7PT7kZSX1+PYRj2188//3w6OzvtLiStra10dnbaX29ra6Ozs5PLL7+curo6\ngsFgwZzDExERkdOTPv+WgtPa2kp7ezs/+9nPaGpqIhwOE41G6ezspKmpCYDi4mL6+/uJxWKEw2H8\nfj/PPfcchmHYo9oPHz5sB+9gMMjg4CDV1dX2zZef/exnOXToUH4vVkRERAqawrYUnOeee44VK1aw\nZcsWnnrqKQzD4K1vfSt+v59nnnmGxsZG+vr6aGxsJBwOE4vFmJ+fZ82aNQwMDBAKhZiYmCCTydi7\n34t9tr1eL1/72teAY8dIGhsb83mpIiIiUuB0jEQKSjabpbu7m09/+tP813/9Fw0NDfT09ODxeAiH\nw8zNzdm71ZZlAdhj2VesWEFtba19bCSTyeDxeAgEAoRCIfx+P263mw9/+MO8/e1vp66uzn6tiIiI\nyKuhsH0cDbVxxsls/P/0009TXV2NaZo89dRTduu/TCaD1+u1O4mYpsnIyAj9/f3U19czOjqKYRhU\nVFRgWZZ9vCQej+NyuUgkEqRSKcrLyxkZGWFycpJsNsu6detO+zprsIKzVF/nqLbOUn2dpfo6R0Nt\nljENtXHGyWz839XVxcMPP8xDDz1kT4m84IILGB4eZnJyEtM0qa2txev1kkgkyGQyAJx99tlEo1Fe\nfPFFe1rk5OQk8Xgcv99PaWkpbreboqIiksmk/euVlZWd9nXWYAVnqb7OUW2dpfo6S/V1jobaiORR\nZWUlHR0d/MM//APJZJLe3l56e3vZv38/5eXlZDIZhoeHicfjFBcXc8kllxAKhZienmZ8fJxQKMT4\n+DjT09MEAgE7aJeVlVFUVMShQ4fYunUrzc3NbN26lQ0bNuT7kkVERKSAaWdbCkogEOD222/Hsiyq\nq6spKyvjjjvu4G/+5m+YnZ3Fsiwsy8LlcjEzM8O+ffsoLy8Hjo14d7vd1NTUcPToUbsnd39/PxUV\nFdx1113cfPPNtLW1cf755xfE3/5FRETk9KadbSkoDQ0NRCIRDMOgpKSEVatW8fGPf5yioiImJiYw\nDAO3200qlcLr9VJcXEwoFCKTyVBTU8P8/Lx9g+Tk5CTT09OsXLmSiYkJbrzxRs4777x8X6KIiIgs\nIwrbUlB2797NY489ZvfWPnToEBUVFWzcuJFwOIzP5yMUCjE0NAQc60Sye/duO4C73W7q6+vp6emx\nb5ZMp9OsWrUKwzDI5XLs3r2b7373u+zevds+8y0iIiLyaihsS0EkiFAIAAAao0lEQVSpqqriP/7j\nP7jqqqsIBoN4PB6GhoaIRqOkUinm5+fp7e0lHA7bXUtKSkqora2lqKiI/v5+AM4//3ySySTj4+NY\nlsXExAQ1NTXs2bOH7du386lPfYrt27fz7LPP5vmKRUREpJApbEtBCQaD7Ny5k5tvvpmFhQUMwyAQ\nCFBRUfGyu8EDgQBdXV2UlJTQ0dEBgMfjIZVKMTg4SCAQYMOGDcRiMVwuF+vWraO7u9v+Oel0mu7u\n7lN+jSIiIrJ8KGxLQQkEAjQ2NlJdXU1dXR0+n4/Z2VkGBgYoKipa8r2WZdk3OdbU1ADY/bgDgQBe\nr5fy8nI8Hg+VlZW4XC4aGxvtlkOaICkiIiKvlbqRSEHp6Ojgpptuor6+nq9+9avE43E7OHs8Hntq\nJMCBAwe45JJL6OzspLOzkzVr1rBq1Sq6u7uJRCKEw2F2797N6tWr7RZ/paWl3HvvvQwODlJXV0dp\naWm+LlVERESWAYXt42iCpDNO5pStyspKTNOkv7+fH/zgB/zjP/4jBw4cIBaL0dzcjGEYdqu/4eFh\nOjs7SSQSRCIRTNOkoqKCbDZLNBoFYOPGjRiGgc/nw+12s2XLFn71q1/hdrspLi5my5Ytp32dNcXM\nWaqvc1RbZ6m+zlJ9naMJksuYJkg642RO2TJNkwceeIDh4WGqqqo4cuQI69atwzAMOjo6CAQCTE5O\nEggEaG1txe12A9Dc3MzMzAzDw8PEYjEaGxspLi6moqKC888/n127dtHW1sbevXu59tprSafTmKZp\nP3860xQzZ6m+zlFtnaX6Okv1dY4mSIrkkWmaHD16lJmZGWpra0mn0zz55JMAtLW1sWrVKsLhML29\nvczNzVFdXU00GmV0dJTR0VG7x/biGPbFGyIXd7p7enqW3CC5+LyIiIjIq6GwLQXF7/dzySWXsH79\nevbu3QvAJZdcQjQaJZ1Oc/ToUWKxGJFIhNbWVo4ePQrAzMwM5eXlRCIRMpkMk5OTuN1uvvzlL2Oa\nJpFIBICmpqYlN0g2NTXl5TpFRERkedAxEikoi+34jj/q8dBDD3HLLbfwb//2b0ueb29vf9n3XXfd\ndTz44IP83d/9He3t7Vx88cX8/d//vX3ebtOmTezatcvu1b1p06Y8X7GIiIgUMu1sS0E5evSovYsN\nx8J3LBYDeNnzJ/q+dDpNb28v6XSawcFBLrjgAm699VaOHDkCHLt5pK2tjSuvvJLNmzfjcum3iIiI\niLx62tmWglJZWUlRURGmado71otHQBY7jhz//Ikeh8NhTNNk5cqVTE1NMTIyouMiIiIi4giFbSko\ngUCA5uZmHnrooSVns7/yla/Q2tpKe3u7fRPkHz4uLy+nvb2d6elpvve97zE8PEwqlWLXrl06LiIi\nIiKO0GfkUlAqKyvp7Oykt7eXSCTCxMQEnZ2d/NVf/RW9vb3kcjkMw8CyLGKxGBUVFWQyGcbHxxka\nGiIajVJaWso3vvENysrKWL16NW1tbTouIiIiIo5QwpCC4vF4KCkpoaGhgWg0SkVFBXNzc0xNTbFi\nxQo7aBuGQVFREfF4nMbGRpLJJG63mzVr1jA+Ps6NN95IZWUlr3/96/N9SSIiIrKMKWxLQQkEAiQS\nCXp7e1m/fj2GYTA2Nsbw8DCjo6PMzc3R3NxMMplk//79LCwsUFVVRWNjI8PDw8zOzhIKhTAMg717\n97J///58X5KIiIgsYwrbUlCOHDmCy+UiHA7T09ODZVn4fD7g2JTIlpYW0uk0Q0NDhEIhWltb6ejo\nIJ1O09LSQjAY5MYbb+S6664D4KWXXmLv3r3kcrl8XpaIiIgsU7pB8jgLCwuYpmn3XD6duVwu/H5/\nvpfxihiGwdzc3EmpbWlpKePj48RiMdasWcP8/Dy5XA7LsgAYGBiwb5xsbm7mhRdeoLGxkfn5eYqK\nipidneUTn/gEpmly5513smPHDrZt28aPf/xjzjvvPPvXOVPre6qovs4qlPqqts5SfZ2l+jrHMIx8\nL+GkKox3xyni8/mIx+N2b+bTmd/vZ35+Pt/LeEVM06SsrIxEIvGaa1tTU8P4+DiGYeD3+0mlUqRS\nKQAOHDhg/wa1LIvBwUFmZ2cpLi5mzZo1DA4OEolEiEajlJSUsHPnTj73uc/ZkyeP70hyptb3VFF9\nnVUo9VVtnaX6Okv1dc7iJOflQsdIpKAsLCzYgXpmZoZsNktjY6O9073IMAzq6+sJhUKUlJQwNzeH\nZVk8++yzrF27ll/84hcMDg7S39+vsewiIiLiGO1sS0FZWFgAju1c53I5gsEgFRUVGIZBNBpd8r3d\n3d1kMhnWrFlDZ2cnw8PDRCIRhoeHefOb30xDQwN33nkn69atU59tERERcYR2tqWglJWVYZomtbW1\nDA0NkU6nCQQCANTV1S353mAwiMvl4oknniAajeL1erEsi3Q6TWVlJZ/+9KfJZDL5uAwRERE5Qyhs\nS8FZ7DZSX18PwBNPPAEcO1YyOjpKJBIhmUwSj8eZn5/H4/Gwdu1aVq5cidvtxjAMBgYGGBkZYX5+\nnm3btvHCCy/k85JERERkmVLYloKSyWTsziMej4fm5mbC4TDRaJTp6Wk2bNhALBajqKgIv99vh/LR\n0VF6enqYn58nEolQVlbGzp07ue+++0in0y87giIiIiJyMihsS0GJx+MYhoHL5SKdTvPcc89hWRam\naeL3+5mamuItb3kLAB0dHUQiEZqamggGgzQ3N3PbbbeRSqWoq6vji1/8om6QFBEREUfpBkkpKBMT\nExw6dIiGhgYqKiqwLMvuq21ZFplMht27d1NbW0tpaSmGYbB//36Ki4uJxWJ8+ctfpra2ltWrV7Nr\n1y6i0ShNTU26QVJEREQcobAtBcXv97Nx40a6u7txu92Ul5ezevVquru7CYfDtLa2ksvl7AC+bt06\njhw5QmNjI5lMBp/Px9q1awFoa2ujra0tz1ckIiIiy5nCthQUj8ezZHhAOp3GMAzcbjfV1dV0dnba\nQbusrIzOzk4GBgZIJBKUlJTYnUtERERETgWd2ZaCUlxcjGVZhEIhioqKOHz4MJlMhs2bN1NZWWnf\nPAlQW1sLwAUXXIDH4+FLX/oSHR0d+Vq6iIiInIEUtqWgeDzHPoyJxWLAsSCdTCaZnJxkenrani4J\nMDk5id/v57nnnuNTn/oUHR0dVFdX52XdIiIicmbSMRIpGNlslp6eHq699lrS6TSmafLQQw/xgQ98\ngJ07d7J27dolX2tvb6e1tZW5uTk++clPMjs7S01NTb4vQ0RERM4gCtvHWVhYwDRNe/f0dOZyufD7\n/flexitiGAZzc3OvubZPP/000WjUPrOdTqeJxWKk02ni8fjLvhaNRrEsC8Mw8Hq9rF+/ni1btuB2\nu//kr3Um1vdUUn2dVSj1VW2dpfo6S/V1zvGfUi8HhfHuOEV8Ph/xeHzJDXinK7/fz/z8fL6X8YqY\npklZWRmJROI11barq4tIJIJpmvbu9eLjYDB4wq9Fo1FM06S1tZVNmzaRSqVe0a91Jtb3VFJ9nVUo\n9VVtnaX6Okv1dY5pmvlewkmlsC0Fo7KyknA4zEMPPWR3HGloaOA73/kOJSUl1NbWLvna4g2Sb3jD\nG/B6vXlevYiIiJyJFLalYAQCAXp7e+2da4B9+/bZw2sCgcCSj57Kysrw+XwK2iIiIpI36kYiBWF8\nfJzq6mrcbjeWZeFyHXvrZjIZPB4PU1NTjI2NAeB2u0mlUnR3dzM8PEwul8vn0kVEROQMprAtBWH/\n/v287W1vs3euFxYWSCaT1NfXMzAwQFFREalUCo/HQ3V1NWNjYxiGQSaT4YUXXsjz6kVERORMpbAt\nBWGx00hZWRmBQIC6ujrGxsbIZrNEIhGGh4eBYzvdQ0NDhEIhiouLyWazRKPRPK9eREREzlQK21IQ\nFjuNPPPMM2SzWcbGxuxjJTMzM9TV1XHo0CHg2N3WlmWRyWT41Kc+RVNTU34XLyIiImcshW0pCOec\ncw7t7e14vV5yuRwXXnghlmURjUYpKSmhpKTEHtU+Pz+PYRiMj4/zta99jU2bNuV59SIiInKmUtiW\ngtDd3c21117L1q1bAdi7dy9FRUVkMhksy7J3un0+HytXrqSvr4+ioiJKS0vtmylFRERETjWlECkI\nPT09pNNpvvrVr+J2uykqKqK/v5/GxkZuvvlmPvKRj1BXV8f8/DzDw8M0NDRgmiZHjhzJ99JFRETk\nDKawLQWhqakJ0zR54okn2L59O9FolP/3//4fqVSK/v5+0uk0IyMjLCwsMD4+zqFDh/jEJz6h89oi\nIiKSVxpqIwVh06ZNPPzww/T29lJeXk4sFuPWW2+lpKQEODba1TRN+vv7Wbt2LWNjY9xxxx06ry0i\nIiJ5pbAtBcHlcjE6OorX66WoqAifz0ckEsHv93P33XdTXV3Ngw8+yBVXXMHg4CCrV6/mDW94g85r\ni4iISF4pbEvBaGpq4rnnnuOmm26yR7Y//PDDbNu2jVwuR3FxMdFolM2bN7Np0yYFbREREck7hW0p\nGJs2bcLtdvPd736X0dFRIpEI5557LnBs57utrY22trY8r1JERETkfylsS8FwuVycffbZnH322fle\nioiIiMgros/ZRUREREQcorAtIiIiIuIQw1qccS0sLCywsLBAIZTE5XKRy+XyvYxXxDAMvF4vqVSq\nIGoLqq/TVF9nFUp9VVtnqb7OUn2dYxgGZWVl+V7GSaMz28fx+XzE43HS6XS+l/In+f1+5ufn872M\nV8Q0TcrKykgkEgVRW1B9nab6OqtQ6qvaOkv1dZbq6xzTNPO9hJNKx0hERERERByisC0iIiIi4hCF\nbRERERERhyhsi4iIiIg4RGFbRERERMQhCtsiIiIiIg5R2BYRERERcYjCtoiIiIiIQxS2RUREREQc\norAtIiIiIuIQhW0REREREYcobIuIiIiIOERhW0RERETEIQrbIiIiIiIOUdgWEREREXGIwraIiIiI\niEMUtkVEREREHKKwLSIiIiLiEIVtERERERGHKGyLiIiIiDhEYVtERERExCEK2yIiIiIiDlHYFhER\nERFxiMK2iIiIiIhDDMuyrHwv4nSxsLDAwsIChVASl8tFLpfL9zJeEcMw8Hq9pFKpgqgtqL5OU32d\nVSj1VW2dpfo6S/V1jmEYlJWV5XsZJ40n3ws4nfh8PuLxOOl0Ot9L+ZP8fj/z8/P5XsYrYpomZWVl\nJBKJgqgtqL5OU32dVSj1VW2dpfo6S/V1jmma+V7CSaVjJCIiIiIiDlHYFhERERFxiMK2iIiIiIhD\nFLZFRERERByisC0iIiIi4hCFbRERERERhyhsi4iIiIg4RGFbRERERMQhCtsiIiIiIg5R2BYRERER\ncYjCtoiIiIiIQxS2RUREREQcorAtIiIiIuIQhW0REREREYcobIuIiIiIOERhW0RERETEIQrbIiIi\nIiIOUdgWEREREXGIwraIiIiIiEMUtkVEREREHKKwLSIiIiLiEIVtERERERGHKGyLiIiIiDhEYVtE\nRERExCEK2yIiIiIiDlHYFhERERFxiMK2iIiIiIhDFLZFRERERByisC0iIiIi4hCFbRERERERhyhs\ni4iIiIg4RGFbRERERMQhCtsiIiIiIg5R2BYRERERcYjCtoiIiIiIQxS2RUREREQcorAtIiIiIuIQ\nT74X4LTOzk4OHTpEKpWira2N5ubmfC9JRERERM4Qyz5st7a20trayvz8PE8++aTCtoiIiIicMgUX\nth977DEOHTpESUkJH/3oR+3nu7q6+PnPf45lWWzZsoU3velNS173q1/9ite//vWnerkiIiIicgYr\nuDPbmzdv5uqrr17yXC6X42c/+xnXXHMNN9xwAx0dHYyOjtpff/LJJ2lpaaGuru5UL1dEREREzmAF\nF7YjkQh+v3/Jc/39/VRWVlJWVobb7Wbjxo0cPHgQgGeffZbu7m5eeuklfve73+VjySIiIiJyhiq4\nYyQnEo/HCQaD9uNgMEh/fz8A5513Huedd97LXjMzM8Ps7OyS5wKBAB5PYZTE7XZjmma+l/GKLNa0\nUGoLqq/TVF9nFUp9VVtnqb7OUn2dU0g1fSWW19X8GZ577jmeeuqpJc9FIhHe9a53UV5enqdVLU8z\nMzP88pe/ZOvWraqtA1RfZ6m+zlFtnaX6Okv1dc7xtT1+M7VQFdwxkhMpLS1lenrafjwzM/Mn/+Ns\n3bqVD37wg/Y/73jHO4hGoy/b7ZbXbnZ2lqeeekq1dYjq6yzV1zmqrbNUX2epvs5ZbrUtyJ1ty7KW\nPK6vr2diYoKpqSkCgQAvvvgiV1xxxf/5M4LB4LL425KIiIiInL4KLmz/6Ec/oqenh/n5ee68804u\nuugi2trauOyyy/j+97+PZVm0tbVRXV2d76WKiIiIyBmu4ML2H9uxbmlpoaWl5RSvRkRERETkj3N/\n7nOf+1y+F3E6sCwLr9dLU1MTRUVF+V7OsqLaOkv1dZbq6xzV1lmqr7NUX+cst9oW3M62U4LBIDU1\nNXz/+99nbGyMD3zgA4RCoXwva1kYHh7mxRdfpKOj44TTPeXVO36i6kUXXZTv5Swr09PT7Nq1i0Qi\ngWEY+P1+3vCGN+R7WctGJpPh3//938lmsxw4cIANGzbw1re+Nd/LWlYCgQAHDx5kcHCQq666Kt/L\nWVbuuusufD4fhmHQ1dXFBz/4wXwvaVnxer2Mjo7S3t6OYRi8/e1vp6GhId/LetUUto+zcuVK3vve\n9/KTn/wk30tZNhane1533XWUlpZy3333sW7dOp2pP0k2b97Mueeey65du/K9lGXH5XJxySWXUFdX\nRzKZ5L777qO5uVnv3ZPE4/Fw3XXX4fV6yeVy3H///axZs6ag/0A93Tz77LNUV1eTTCbzvZRlxzAM\nrr/++pcN2ZOT4/HHH6elpYX3vOc9ZLNZ0ul0vpf0miyL1n8nS1VVFZWVlflexrLyf033lNfuRBNV\n5eQoLS2lrq4OgKKiIqqqqojH43le1fLi9XqBY7vcuVwOwzDyvKLlY3p6mq6uLrZs2ZLvpSxbf9gZ\nTU6OhYUFYrEYbW1twLFBPD6fL8+rem20sy2O+r+me4oUisnJSYaGhqivr8/3UpaVXC7Hfffdx8TE\nBOeee67qexL993//N3/5l3+pXW0Htbe343K52Lp1K1u3bs33cpaNqakpiouLefTRRxkaGiIUCnHp\npZcWxOTLP+aMC9vt7e0nbJJ+8cUXs27dujysSEROZ8lkkkceeYRLL710WdyoczpxuVx8+MMfZmFh\ngR/+8IeMjIxQU1OT72UVvMX7OOrq6uju7s73cpal97///ZSWlpJIJGhvb6eqqopIJJLvZS0LuVyO\nwcFBLrvsMurr63n88cd5+umnC/q+pDMubF977bX5XsIZ5dVM9xQ5XWSzWR555BHOOeccWltb872c\nZcvn87Fq1SoOHz6ssH0SxGIxDh48SFdXF5lMhmQyyX/+53/yzne+M99LWzZKS0sBKCkpYf369fT3\n9ytsnySLQwcXP+nasGEDu3fvzvOqXpszLmzLqfVqpnvKn0fnBp3z2GOPUV1drS4kDkgkEvZZzHQ6\nzZEjR9Sp6CR529vextve9jYAenp6eOaZZxS0T6JUKoVlWRQVFZFKpThy5Ahvectb8r2sZSMQCLBi\nxQrGxsaoqqqiu7u74G9MNyz9SW07cOAAjz/+OHNzc/h8Pmpra7n66qvzvayC19XVxc9//nN7uueF\nF16Y7yUtG8dPVF1s/7d4U4m8NrFYjAcffJCamhr7xr2LL75Yw7NOkuHhYXbt2oVlWViWxcaNG3nz\nm9+c72UtO4thW63/Tp7JyUl++MMfYhgGuVyOs88+W3+unWRDQ0P8+Mc/JpvNUl5ezrZt2wr6JkmF\nbRERERERh6j1n4iIiIiIQxS2RUREREQcorAtIiIiIuIQhW0REREREYcobIuIiIiIOERhW0RERETE\nIQrbIiIiIiIOUdgWEREREXGIwraIiIiIiEMUtkVEREREHKKwLSIiIiLiEIVtERERERGHKGyLiIiI\niDhEYVtERERExCEK2yIiIiIiDlHYFhERERFxiMK2iIiIiIhDFLZFRERERByisC0iIiIi4hCFbRER\nWeKhhx7iwgsvzPcyRESWBYVtEZEzSDab/ZPfY1kWhmGcgtWIiCx/CtsiIgWkr6+Pd73rXdTU1FBd\nXc3HPvYxjh49ysUXX0xVVRU1NTVcffXVzMzM2K9ZtWoVd9xxB+eccw6BQIBcLsdXvvIV1qxZQzAY\nZOPGjTz66KMAdHZ28pGPfIT/+Z//obS0lIqKinxdqojIsqCwLSJSIHK5HJdffjmrVq0iFovR39/P\ne9/7XgA+85nPMDQ0xIEDB+jr6+Nzn/vcktf+8Ic/5PHHH2dqagqXy8WaNWvYvXs3MzMz3HbbbVx9\n9dUMDw/T2trKt7/9bd74xjcSj8eZmJjIw5WKiCwfCtsiIgXit7/9LYODg9xxxx34fD68Xi/nn38+\nq1ev5uKLL8bj8VBZWcknPvEJnnrqqSWvvfHGGwmFQhQVFQHwrne9i5UrVwLw7ne/m5aWFn7729+e\n8msSEVnuPPlegIiIvDK9vb1EIhFcrqX7JCMjI9x44438+te/ZnZ2lmw2+7LjHw0NDUset7e3c9dd\nd9HT0wNAIpFgbGzM0fWLiJyJtLMtIlIgGhsbicVi5HK5Jc9/5jOfweVysX//fqampvjBD36AZVlL\nvuf4Gx5jsRgf/OAHueeee5icnGRycpKzzjrLfo1ujhQROXkUtkVECsS5555LXV0dt9xyC3NzcyST\nSZ555hlmZ2cJBAKUlpbS39/PV7/61f/z5yQSCVwuF1VVVeRyOR588EFefPFF++srV66kr6+PdDrt\n9CWJiCx7CtsiIgXC5XLxk5/8hK6uLsLhMI2NjTzyyCPcdtttPPfcc5SVlfG3f/u3vOtd71ryuj/c\nqV6/fj2f/OQnecMb3kBtbS379+/nTW96k/31v/iLv+Css86itraWmpqaU3JtIiLLlWH94WeNIiIi\nIiJyUmhnW0RERETEIQrbIiIiIiIOUdgWEREREXGIwraIiIiIiEMUtkVEREREHKKwLSIiIiLiEIVt\nERERERGHKGyLiIiIiDhEYVtERERExCH/Hwmt1efAkxK/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f401c10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (284426693)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price')) + \\\n",
    "    geom_point() + \\\n",
    "    scale_y_log()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ej+vQoUO6dOmS8vPzVV9fr2AwKElqa2vTiRMnZFmWamtrtWbNGuf3AAAAAGAw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\nAAAAFgQzAAAAYEEwAwAAABYPwbK90BSMui4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1106fae50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285670021)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pageviews['hour'] = pageviews.date_hour.apply(lambda x: x.hour)\n",
    "ggplot(pageviews, aes(x='hour', weight='pageviews')) + \\\n",
    "    geom_bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PM7RHjxRmKKOHGdqjhxkWTw8ztEePFGZYDHJfXWEhmOkObEWZ6c5vRXnnnXfi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\nI+QCAJAcIRcAgOQIuQAAJEfIBQAgOf8PPYXiIriAUgcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11467ead0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (289832569)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pageviews, aes(x='hour', weight='pageviews')) + \\\n",
    "    geom_bar() + \\\n",
    "    scale_y_log()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
